{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### ❇️ Dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# seaborn provides some builtin datasets. We will use Tips 💵 dataset today\n",
    "# to explore more try this 👉 print(sns.get_dataset_names())\n",
    "tips_df = sns.load_dataset('tips')\n",
    "tips_df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Today we do a scatter plot b/w tip and tip size\n",
    "# Also, we take into cosideartion two semantics: sex and smoking status\n",
    "# Check this out 👇 \n",
    "sns.scatterplot(\n",
    "    data=tips_df, x=\"total_bill\", y=\"tip\", hue=\"sex\", style=\"smoker\",\n",
    "    sizes=(20, 200), legend=\"full\" \n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Hope you enjoyed reading!! 📖\n",
    "#### ❇️ Follow me for more tutorials like this!! 🙌 \n",
    "#### ❇️ Cheers!! 🍻 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# seaborn provides some builtin datasets. We will use Tips 💵 dataset today\n",
    "# to explore more try this 👉 print(sns.get_dataset_names())\n",
    "tips_df = sns.load_dataset('tips')\n",
    "tips_df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Today, we see how total_bill varies across diffrent days.\n",
    "# Note: Violin plots use the kernel density estimation of the data points for these plots.\n",
    "# Check this out 👇 \n",
    "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Lmplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GtA7Rvbr7VVY9tootLVsAmB+az83LbuboqUen7RxDUegvJOQN4TQ7WB3pC7qTgQQkIcSo01qzp2sPbbG2tB0zmohyx/N3cM+me3C0g8fw8JUTvsJ/LPoPfObYp9oJeoOU+ksx2g3i9XFZsDAMEpCEEKMqbsfZ1bGLmB1L2zFfrn+ZVY+tShYaPKzkMG458xYWlC1I2zkGy2f6KA2U4u/yE98Tx3FkeG64JCAJIUZNp9XJ7s7dODo9b9KReISfPPcT7n31XjQaj+HhPxb9B1854Stj3isylUkoJ0RuOBe7ziZux8f0/BORBCQhRNqNRu2ijbs2csVjV7CtbRsAC8oWsHrZag4vPTxt5xgMhaIoUESBVYBT75BIpHf/1GSWkYCklCoCfgkchTvSeonW+tlMtEWI8aSn2F5tay2VRZVZWWwv3YlRw/EwP372x/zmtd+g0XgNL1878Wt8+fgv4zW9aTnHYOX78ilKFMEesOOSYSHdMtVDugN4SGv9aaWUD8h8ZkMhslx1TTXLq5fjM3yEAiHqO+pZXr2ctWRPaexwPEx9R33aEqM+v/N5rlx3JTva3ZIeR5Ydyeplqzms9LC0HH+wAp4AxU4xniYP2pLVCqNlzAOSUqoQ+CDwBQCttQXI2kghDmLNhjX4DB+5vlwA96vl3p4NAak50sze8N60HKvL6uJHz/6I373+OwC8hpfLTr6MSxZegscYu7ctj+GhmGJy2nJwok5al6uL/WWih1QJNAJ3K6WOBV4Cvqm17ur9IKXUV4CvAMyaNWvMGynEcI3WsFptay2hQCjltqA3mFxplim2Y7O7czdd8a6DP3gQnt3xLFeuu5K6jjoAjp16LDcvu5lDQ4em5fiDoVAUGoXkdeZBBJzJWJwoAzJRMdYDHA/8t9Z6IdAFXN73QVrrO7XWi7TWi8rKysa6jUIMS8+wWn1HfcqwWnVN9YiPXVlUuV827HA8zJyiOSM+9nBFE1G2t21PSzDqtDq55vFr+MKDX6Cuow6f6eN7p32P+z5135gGo1wjl+mx6eQ1usFIjJ1MBKSdwE6t9fPdP/8RN0AJkXbVNdUsvXcplXdUsvTepWkJDAfSe1hNKUWuLxef4WPNhjUjPvbK01ZiORZdVhdaa7qsLizHYuVpK9PQ8qFrjbayo20HcWfky52f3v40H/3dR7n/zfsBWDhtIf934f9x6fGXYhrmQZ6dHn7lZ5o1jeK9xahONSbnFKnGPCBprXcDO5RSPbOSy4C3xrodYuIbzd7KQGpba/erPpquYbWqeVWsrVpLeX45LdEWyvPLWVs19gsaehKj7unaM+I5lY5YB1euu5JL/3Ip9Z31BDwBVi1exW/P/y1zi+emqcUHZiqTkngJU1qm4OnwSIaFDMrUKrtvAL/tXmH3PvDFDLVDTGCZWARQWVRJfUd98pyQ3mG1qnlVGV3AYNkWuzp2pSUx6vqt67n68atp6GoAYNH0Rdy09KYxG4JUKArsAvI78yGBLFjIAhkJSFrrTUDmaweLCS0TiwBWnraS5dXLwXLPFY6HMzqslk4dsQ4auhpGnHWhLdrGLU/fwgNvPwBAjieHb5/6bS465iIMNTaDNkE7SFG4CMPKxKyFGIj8NsSElYlFANkyrJZOPYlR6zvrRxyM1tWu4yO/+0gyGJ1UcRJ/+cxf+Pyxnx+TYOS1vUzpmEKoNSTBKAtJ6iAxYWWqt5LpYbV0ittx6jvriSaiIzpOa7SVm566ib+88xfA/X1899Tv8pmjPzMmgciwDQojheTGcg/+YJExEpDEuNVU3cSONTuI1kYJVAaYuXImJVUlyfur5lWxlrWs2bCGra1bmVM0JytT7WSrTquThs6GEWddePT9R7n2iWuTm2ZPmXEKNy69kZkFM9PRzANzID+ST0G0AIWsnMt2Suvsn8hbtGiR3rhxY6abIbJIU3UTNctrUD6FETRwwg7a0sxbOy8lKImhS1di1OZIMzc+eSN/r/k7ALneXL73ge9xwZEXoNToBgftaIKRIIXRQjzj/HO38ihyDsmZFNF0fP+mxKS1Y80OlE9h5rp7VMxcExubHWt2jJuAlI2JUtM1RPfQew9x/frraY40A7B45mJ+sPQHTM+fno5mDkhrjTfipThajF+PfelyMTISkMS4FK2NYoZSN0waQYPo1pG9kY6VbEyUmo7aRU3hJm548gYeeu8hAPJ8eVy++HI+fcSnR71XRASKwkXkkz+65xGjZlABSSl1PLAYd8vYM1rrl0e1VUIcRKAyQKw+luwhAThhh8CcQAZbNXjZlChVa01juJHWaOuIjlH9XjU3rL8hOdT3wdkf5Acf+gHT8qalqaX9c6IO+eF8ipyi0Q96YlQddHmLUuoa4F6gBCjFTYp61Wg3TIgDmblyJtrS2F02Wnd/tTQzV47BRHkajGZGh6GwbIvtbdtHFIwauxr5RvU3WPHwClqiLRT4C1i9bDV3fvTOUQ1GjuXgb/EzvWM6xbpYgtEoUEqdoZT621idbzA9pH8DjtVaRwGUUrcAm4AbR7FdQhxQSVUJrHXnkqJbowTm7L/KLpuNdkaHwWiLto0o/Y/Wmr+9+zdufPJGWmOtAHxozoe4/ozrmZo3NY0tTeUkHDwdHkrjpQTMgOymzFJKKY/WekjldAcTkHYBAaBncN4P1A2xbUKkXUlVybgJQH1lMqOD7dg0dDXQaXUO+xh7uvZw7RPXsq52HQCF/kKu/OCVfHz+x0etp6IdjW7XFMeKyffkw9jkXB1XlFK5wB+AGbhX6AfAD4H7gCoggVvWZzVwKLBGa/1z5f7Sbu1+jAZu1Frf3+fYJwJ3Ap8GioAfA3nAXuALWut6pdQTuB2Wxd3nvG0o7R9MQGoD3lRK/bO7oWcBLyil/hNAa33ZUE4ohMjcHqlIPEJ9Zz0JZ0gfXJO01jz4zoPc9NRNtMfaAVhWuYzrzriOKblT0tnUlHM6ne48UbFZjPLI0NwBnAPs0lp/BJIFUX8IbNdaH6eUuh24B/gAbkfjDeDnwPnAccCxuFMzLyqlnuw5qFLqNOC/gE8A9cD/Ap/QWjcqpS4AbgIu6X64T2s9rNRwgwlIf+7+1+OJ4ZxICJFqrDM6jLSia0NnA1c/fjXrt60HoChQxDUfvIZz5507ar2iRFeCnM4cSowSPB5ZFDwIrwO3KaV+CPxNa/1U9+/mL73uz9NadwAdSqmYUqqI7h6N1toGGpRS64ETgXbgCNye0dla611KqaOAo4B/dh/bxA1SPVJ6VkNx0N+w1vre4R5cCJF5tmNT31m/X16/wdJa86fNf+KWp2+hw+oA4MNzP8w1S66hNFiazqYm2REbs91kmppGwDM+Vk5mA631u92ros8FblRKPdZ9V6z7q9Pr+56fDxYH6nF7Uwtxp3AU8KbW+tQBHj/sao0DNkQp9Qet9b8qpV6nnwohWutjhntSIcTYGOkQXX1HPVc9fhVPb38agFBOiGuWXEPVoaPTs3MsB92qCTkh8r2yn2iolFLTgWat9W+UUq3Alwb51KeAryql7gVCwAeBlcDhQCtwKW6PqAvYAJQppU7VWj+rlPIC87XWb460/QeKjN/s/rq5u2E9eia/hBBZrCXSwt7w3mGtotNa8//e+n/c8vQtyfLk5847l6s/eDWhnNBBnj10TsLBaXXIt/IJ+UIoU+aJhuloYI1SygHiwH/gVuU+mD8DpwKv4nZAvqe13q2UOhxAa92glPooUI07V/Rp4D+756g8wE+AEQekg+ayU0q9rLU+vs9tr41lD0ly2QkxeD0VXYe7iq6uvY6rHr+KDTs2AFCSU8J1Z1zH2XPPTmczAXflXLwtTjAcpNRXiseQeaK+JJcdoJT6D+BrwCFKqdd63ZUPPDPaDRNCDF0sEWNXxy7iTnzIz3W0w+/f+D1rNqxJzjd9dP5Huer0qyjOKU5rO7XWJNoT+Dp9TPdOJxCQeSJx4CG73+F2z1YDl/e6vUNr3TyqrRJCDFlrtJXGrsYDDtGt37qeu165i53tO5lRMINLF17KkjlL2NG+gysfu5Ln654HoCxYxnVnXMeZh5yZ9nYmOhPQBqVmKfkBmScS+0j5CTGpHaym0ngw2CG69VvXs+qxVXRZXdiOjWmYBL1Bzp57Nn959y/JXtF5h53HqtNXURQoSms77YiN0+JQSCHFPkn1M1iTachOAlIvE+HNSQzeWNdUGo1yE9FElPqO+kEN0X38dx9nS8sWlFIYysB2bBK9MrtMyZ3CDz70A86Yc8aI2tSXYznEm+PkJnIp9cs80VBNpoAkWaC69bw5xepjmCGTWH2MmuU1NFU3ZbppYpT0rqmkVPdXn2LHmh1pP1dPuYn6jvqUchPVNdXDPmZLpIUdbTsGPV9U21a7Lxjp1GB0/hHn8/fP/j2twciJO1iNFsZugwqjgmk50yQYiQOSgNRtLN+cRHaI1kYxgql/AqNVU2nNhjVYtkVdRx1vNL5BXUcdlm2xZsOaIR/L0Q67OnbRGD7wfNF+tLuqzbKtlH1JHuVh9bLVFPgLhtyWfk9ja6xmC6feocwuY0buDDcJqhiW8TCKlS4SkLqN5ZuTyA6BygBOOLUY3WjVVHqr8S0aOhuI23E8ykPcjtPQ2cBbjW8N6TixRIxtrduGvKTbdmwKA4UkSCSDmNH939zQ3CEdayBaa+Ktcaw6i6JoEbODs2Vz6zBprel8rZPtt2xn0+mbMt0cAJTraaVUVa/b/kUp9VC6ziEBqdtYvjlNdtU11Sy9dymVd1Sy9N6lBxy2GspjB6OpuolNSzfxXOVzWE0WidbEAWsqpev8MTuGQmEYBigwDAOFImbHUh53oPO1x9rZ3raduBOnZX0Lmz+/mU1LN7H585tpWd8y4Lm3NG/hs3/6LI3hxuRtBgamYWIqk8auRj7/58+zfuv6Yb02gERHgtjOGDmdOczOmU3IHxrxooVHdj1C1WNVLPjLAqoeq+KRXY8c9Dmt61tTrkvr+tYRtWG4htN2rTWdr3ey/dbtvLrsVd76l7fYffdurHprDFp8cNrtqv078GOlVEAplQfcDHw9XeeQRQ3dxnqCe7LqXbq7d9mFtVX7l+4eymMHo7/fcaIlgW+qD7vD3q+mUjrPP3XNVFpjrW5QUgaOdtBoiv3F7F65+4Dn+69z/osTpp9AW6wNgJb1LWy7YRvKp1ABhY5qtKWZfc1sipfs2y+UcBL86pVf8V8v/BeW7b6pLZm9hC6ri9rWWjqsDor9xZQES4gmoliOxTUfvIYlc5YM+nUlOhMkWhMEnAClgdK0Dc09susRVmxcgd/0k2PmELEjxOwYty+6nbOn979Bt3V9K1tv2Or+fgMGTtT9G55zzRyKlhSlpV3pbrvWmvCbYZqrm2l+qJnYztQPKDnzcwidG2Le7fOGHN2fUE+cg5tlpxKoBdacoc8YcW9GKXUrbr663O6vs3GTrXqB67TWDyqljgTuBny4HZ9Paa1rDnpsCUj7JFfZjcOCb+PF0nuX7leYrsvqojy/nHUXrxv2Ywdj09JN+5U9t7ts/OV+jlt33IjaejBL711Kzd4a2qw2YnYMv+mn0FfIvNJ5yWP1d77OWCehYIh7zrsnedvmz292Fwvk7BvgcCIOvjIfR/z6CABqmmpY9dgqXt/zOgAV+RXctOwmTp3h5sP8/J8/T2NXIznenOQxIvEIZbll/PqTvz7o6+kJRB7bQ4m/JO1Dc1WPVdEQbSDo2VdVN5wIMzUwlepl/fdSe66LmdPr9xuxU67LWDhY27XWhN8O0/yPZpqrm4ntSA1CgbkBQlUhQueECM4LDmuVXXcw+iluItUwEMStZff1kQal7ppLLwMW8DfcRKu/6c4a/gJuEtZbgOe01r9VSvkAU2sdOdixZclLL+O54Nt4UdtaSyiQmgttoNLdQ3nsYERro5ih1KpuB5onTOf5ewryVfgrBizI1/d8PXuFdrSlLqyJ7YxhFKaOtquAIlYXI+Ek+OXLv2TtC2uTq+8uOvoivn3qt1MC3c72nRT6C1OOEfAEqGs/cO3NRFeCREsClVCEfCGKA6Ozn2hb1zaKfanZIXLMHLZ1bRvwObGdMczCPr/fgEGsLjbAM0ZHv203cnBqHHa8tsPtCW3tE4Qqu4NQVYiceTnpuKYr2ReM6PV1JTCigKS17lJK3Q90Av8KfEwp9d3uuwPALOBZ4Eql1AzggcH0jkACkhhjQyndne4y34HKwH49pAPNE6bz/IMpyNdzvqA3SMJJYGubaCJKRUFFyrH8M/xYjRaq14dmHdXUH1rPDf/vBt5sdHNcziqcxU1Lb+KkipP2a8+Mghn79ZD6O1cPO2yTaE2gLU2Bt4CS3BJMY/RKts7Onb1fLyNiR5idO3vA5/Rcl949JCfq4K/wj1o7+5NsuxmkvL6cY185lmNePoZpjdOo71U2yD/HT0lViRuE5qclCPVWCfTNqBPuvj0dnO5/Cnc47p0+929WSj0PfAT4h1Lqq1rrgw4ryKIGMaZWnrYSy7HosrrQWtNldQ1Yunsojx2MmStnoi19wEUMo3n+qnlVrLt4He9/833WXbxuv3molaetJGbHaIu2kXASROIRLMfi0oWXpjxu2qXT0JbGiThorbGiFn+s/CPfPea7vNn4JgrF54/9PA9e+GC/wQjg0oWXYjkWkXgErfWA57IjNrH6GFaDRY6dw6zgLKYEpoxqMAJYccQKYnaMcCLsDnElwsTsGCuOWDHgc8ovLXd/v5Hu32/E/f2WX1o+qm3t6zuB71D1jyq+d9P3WHnLSs5++GymNU4DwD/bT/m/l3Pk/x3JMQ8dw4xvzSB4WHA0epm1uMN0vQW7b0+nh4FvdJdARym1sPvrIcD7Wuv/BB4EBpWMW+aQxJjryVgwmNLdQ3nsYAx1njDd5z+QTquT+9+4n/95+X+oa6+joqAimWuur5b1Ley+azfvdL7Dz0/+ObW57vvMnMI53LTsJhZNP3gF6Z68dv2dyw7bJNoSbg/D9FPqL03prYyFR3Y9wu2bb2db1zZm585mxRErBlzQ0KN1fSv1d9UTq4vhr/BTfmn5mCxoiGyJJBcmRGpSp0qaS5sJnh3khE+fQHDB0INPts0hASilrsMdsvspbumJ03A7OLVa648qpS4HPodbAmM38NnB5ECVgCREhmmtaQw30hptHfRzLNvi5xt/zi9e+gUJJ4FC8cXjvshlJ1+WMgw3VImuBHabjRNz8BgeQr4Qhb7Cgz9xEoq8H6H5IXdhQuTd1CDkq/BRUlVC8TnF5B6VO6Ie0HBTB43WKrvRJHNIQmRQ3I5T31lPNDH4Ddhv7HmDVY+t4t2mdwE4pPgQbl56MwvLFw67HYmuBHarjWM5GMog5A9R7CvGUDKq31ukNkLLQy00VTcReadPEJruI3SOuzAh9+iRBaF06A4+WR2A+pKAJESGdFqd7O7cjaOdgz8Yt1f00xd+yv+8/D/Y2sZQBpcuvJRvnPQN/J6hT9z3zKMlWhPouDtSUuAtoMRfMmY555JDbDtj+GeM3RDbUES3RZM9ofDmcMp9vmm+5Oq43GMyH4TGOwlIYlIZjYzbQzWcIbrXGl5j1WOreK/5PQAODR3K6mWrOWbq0As3a62xO905op5AlOtxM3H7TN+QjzdcvTeymoUmVqPF1hu2jvlG1v5Ed0STc0LhN1ODkHeqN9kTyjs2D2VIEEoXCUhi0uidCaF3xu21DC/zw3AMdYgulojxXy/8F3e9cheOdjCVyZeP/zJfP+nrQw4eWmsSHe4ckU64gShgBijxlxD0BIe1iGAk6u+qd4NR9zJtM8fExqb+rvqMBKRYXcwNQtXNdL3RlXKft6xXEFooQWi0SEASk8aaDWvwGb7kvqJcXy5Y7u1jEZA6Yh00dDUMeohu0+5NrHpsFe+3vA/A/NB8Vp+5mqOmHDWk8/YXiLyGl5A/RIHXzfDdO91Nsa+YhmgDKzauOGCqnpHKho2ssV0xdzjuoWa6Xu0ThEq9FJ9TTElVCXnHSxAaCxKQxKSR7swPgzXUIbpoIsodz9/BPZvuwdHuarevnPAV/mPRfwy5V9ST4qdnaM5QBsW+4v0qtt6++Xb8pj+5tLvn6+2bRy8gZWoja6w+RsvD7sKErk2pQchT4iH0YbcnlH9CPsqUIDSWJCCJSSPdmR8GY6hDdC/Vv8QVj12RDJKHlx7OLctu4YiyoeVis8M2iZYEjuX2xpRSFHoLCflC/W5qHU6qnpEqv7ScrTdsxcZOSYY6GhtZrQYr2RPqfDm1dIcn5CF0dncQOlGC0IEopTTwY631d7p//i6Qp7W+Lh3Hl4AkJo2efHJYDJhPLp2GsoouHA/zk+d+wq9f/TUajdfw8u+L/p2vnvBVvKZ30Oe0Y92BKLLvnHnePEr9pXiNgY8znFQ9I1W0pIg518wZtY2sVoNF8yPunFDnS32CUJGH4g8XEzonRMFJBSiPBKFBigHnK6VWa633pvvgEpDEpDGYfHLpMNQhuhfrXuSKdVewvW07AEeWHcnNy27m8NLDB31OJ+GW0rA77eRtATNAWaBsUCUhVhyxghUb3bQ8vUsmHChVTzoULSlK6wIGq9Gi5ZEWmqub6djYQe+CumaRSejMEKFzQxScPPGDkLpe7bcxVl+rR7ovKQHcCawArkw5n1JzgF8BpUAj8EWt9fYhtVkyNQiRPnE7zq6OXfsV3utPl9XFj5/9Mb95/TeAu9Dg6yd9nS8t/BJe05tM7bOzfSczCmb0m0ZIO5pEW4JEWyL55usx3JIQPQsWBmusV9mlS3xvPNkT6nixTxAqNCleVuwGoVMKMLzjb6PvcDI1dAejflMHjSQoKaU6genAa8CxwJfpHrJTSv0V+KPW+l6l1CXAx7XW5w3p+BKQhEiPoayie27nc1y57kp2tu8E4KgpR7F62Wrml8wH3DxzNzx5Az7DR8AT6LeAXqKje8FCYt+ChSJf0aTIsBBvjtPyzxaa/9FM+wvtbt7pbma+SfFZ3cNxpxZg+Mb3tRhmQHoMKGdf2Qlwg1K9vlYvG3ZblOrUWucppW7AzVMXYV9A2guUa63jSikvUK+1Lh3K8WXITogR0lqzp2tPsqLrgXRanfxow4+47437ALdXdNnJl3HJwktSsiPc9cpd+AxfMi9djjcH4u7ti6csHtKChYki3hKn5dHuIPR8O+wbncTMMylaVkTJuSUUnDb+g1AajHb5iZ/gFum7O03HAyQgCTEilm1R31E/qCG6DTs2cNW6q6jrcIvgHTv1WFYvW83c0Nz9HttvAT0zwI6WHVgNVvK2fG8+Jf6SAy5YGM8SrQk3CFU30/ZsW0oQMnINdziuKkTh4kIJQqlq6b+HlJbyE1rrZqXUH4BLceeNADYAFwL/C/wb8NRQjysBSYhhao+1s6drz0GH6DpiHdz6zK384a0/AOA3/Xzz5G/yheO+MGCPJqWAngZtayJWhOmB6YC7T6jUX4rfHNvic2Mh0dYdhB5qpn1De3JIEtwKv8VLu4PQ6YUYfglCA1iDO4cEqXNIa9J4jtuA5b1+/gZwt1JqJd2LGoZ6QAlIYlIaSU67oQzRPbntSa5+/Gp2d+4GYOG0haxetprK4gOPnFy68FJuWH8D2tb4lZ+YHcNyLL506Jcozyknz5s3qLaOF4n2BC2PuT2h9g3tyY284Aahog8VEaoKUXR6EUZAgtDB6Gv1Q+p69XXSvMpOa53X6/sGehUB1FpvA5aO5PiyqGGSSxasq40SqDx4wbrRNtrJT5uqm7jvl/exes5qfKaPgtICrKCF5VisrTp4TjvLttjVsQvLtg74uPZYO6ufXs0Dmx8AIOAJsOKUFXzumM8ddJ6nZ+XcEzVPcM9797ArsouKnAouO/wyPjnrkxMmo3SiI0HrY600P9RM29NtqUEox6DoDDcIFX6wMCWbw2Qz3HpI45EEpEmsqbqJmuU1KJ/CCBo4YXen/Ly18zISlHonP+29cXUwgWIwel7v8g8vZ29wLznxHHDAP8tPLCdGeX456y5eN+DzBztE98TWJ7j68avZ07UHgEXTF3Hz0puZXXTgTaba0STaE9jtNtre93dZ4C2g1F86IRYs2J02Leu654SeSg1Cyq/cIHROiKIzijCD4//1psNkCkgyZDeJ7Vizw822nNudbTnXzba8Y82OjASk0U5+2vN66/PqKYgXoAyFRmM1WATnDZzTbrBDdK3RVm5+6mYefOdBAHI8OXz3tO/y2aM/e8Bl2Fp3B6K21EA0UeaJ7E6b1idaaa5upvXJVrTVKwj5FEUfLCJ0bncQypUgNJlJQJrEorVRzFCfbMtBg+jWwVcvTafRTn7a83qnh6ezN7CXHDsHDNAxPWBOu8Guonv0/Ue57onraAw3AnBSxUncvPRmZhbOTD6mv42upxWftl8g8hpeSv2l43qeyO6yaV3fHYTWt6JjqUGo8PRCSs4tcYNQngQh4ZKANIkFKgPE6mMpn0qdsENgzsFTzQzGUOenRjv5ac/r/dyWz3Hr0bcC4I+7w3WGY+yX024wG11bIi3c+NSN/O3dvwFuAF152kouPOrClF5R742uhf5C9nTs4YZ1N3D5kZezeMpiYOBM3OOFHbZpW99GU3UTbevbcKL7rpvyukEodE6I4mXFEoREvyQgTWIzV86kZnmNm2251xzSzJUzD/7kg+g9P2WGTGL1MWqW18BaBgxKo538tOf1nrz1ZFbqlfzvIf/LruAu5k6byxVVVySHBQc7RPfPLf/kuvXXsTfs5pg8dcap3Lj0RmYUzNjvsT0bXQNGAB3XBFQAFNyz5R4WT1lMvjefUn/pmJUOTxcn6tD6ZHdP6PHWlKSuyqsoXOwGoaJlRXjyx9drE2NPFjVMcslezNYogTnpW2W3aemm/XpfdpeNv9zPceuOG/B5PavsRiv56cFe72BW0TVHmvnBkz/gHzX/ACDXm8v3P/B9/vXIf+23Z6O1Ztk9y8g381Pu11rTEe/gtY+9NqgEqNnCiTm0PeX2hFrXteKEewUhj6LgtAJC57o9IU+BBKGRkkUNYtIoqSoZdAAaypLswcxPDXS80azeeqDXO5ghuur3qrlh/Q00R9ysLItnLuYHS3/A9Pzp+z1Wa43daZNoS1DuL6cp1kTA4wYehSKhE8zNnzsugpETc2h7uo3m6mZa1rXgdPUJQqcWEKrqDkJF8rYihkd6SGJQhroke6AekuEz8JZ4eTz2OLedfhvBoiD5xflpX+I9FFpr9ob30hJtGfAxTeEmrl9/PQ9veRiAfF8+ly++nE8d8al+e0V9K7U+vedpVr/h7n3KNXOxHHfv02iWCB8px3Joe8YNQq2PtaaUtsDEDULnhCg+sxhv8cRMXZQNJlMPSQKSGJSl9y7db8FBl9U14N6d/vY4JVrdEgmeYg9fX/Z19vrcvUD+WX48hZ4DHm+0HKyiq9aav9f8nR88+YNkfaMls5dww4duYFretP0en+hKkGhJpOyv6fFy88vc/d7dbA9vz9ryDo7l0L6hneaHmml5tAW7o3fyOCg4pbsndGYx3pAEobEwmQJSxvrWSikT2AjUaa0/mql2pFMmsx6M9NxN1U28f/n7hN8No1AE5geYe8vc5DF6L8lui7bR0NVALBGjtrmWtZ9ay6KXF6Wct6SqBNaSMl+jfIp4cxyrzqLOW0dBpABtuvuAPIWeIS3xTse1fuCtB7h1w60D1htq7GrkuvXX8ej7jwKgtKK8o5zTHz4df4EfepUm6lsyvLccM4fSQCnzCuZxwZwLhtTGseBYDu3P9gpC7X2C0EndPaEPDxyExmstJZFdMtZDUkp9G1gEFBwsII2HHlImsx6M9NxN1U28fcnbxPfGwXTnN7Sj8Ya8HH734ZRUlSR7SAknwfb27e5jbI2KK0qiJXzvje9xyrZTDnjeZ6Y+4/aSFKz47AqacpsIxAMoU5F3bN6ge0gjfb1aa37/xu/53qPf67fe0Adnf5C/vPsXbnrypuRKu0A8QFm4DNu0SZDgktcu4byvnkfBSQVuIIrtH4i8hpcSfwn53vyDtmmsOXGH9ufa3TmhR1uw23oFIQX5J+YTqgoROjuEt/TAPaFHdj3Cio0r8Jv+lGqz2TwcOZ5Mph5SRgKSUmoGcC9wE/DtiRCQhruqLBvOvWnpJtqfb0c7GmW4/99rW6NMRcHJBRy37rjkHNLujt3Y2kahsOM2U7um4sFDabSU/37uvw943qeLnyYRTmB4DJ6b8xw/OesneG0vATuAscCgNdrKlNwptFvtB1w0MZLX27PR9YI/XrAvm3a3SDxCYaCQokARj299HACP8pAfzacoUpS8NjEjRmGkkBvfvpFDbjlkv3OYyqTYX0yRtyir9hPphKb9eTcINf+zGbu1TxBa5Aah4rOK8U3xDfq4VY9V0RBtIOhJ5tkknAgzNTCV6mXV6XwJk9JkCkiZGrL7CfA9YMCPjkqprwBfAZg1a9bYtGoEMpn1YKTnjtZGceJOanlnw30D6zlG1bwq1rKW8+8/H0c7BDwBSptLyetO/rsruOug51V+BV1uzrZTtp7Ctx75FvedfB8NoQbKPGVuGh/bIhQIUd9Rz/Lq5axl/0UOw329vXPR9a03pLUmmohSu7sW3V0D+8xDzuSNhjfIacpBefa9H/hsH43BRmL1qdkblFIU+YoI+UJZU7FVJzTtL3b3hB5pIdGSSLk/7/g8Que6PSHf1MEHod62dW2j2FeccluOmcO2rm3DbreYnMY8ICmlPgrs0Vq/pJQ6Y6DHaa3vBO4Et4c0Nq0bvtHOejCa5w5UBrD2WCk9JBz3k1nvY1TNq+LUmacmFzeEm8LouCbqjTI9PP2g581dkEukJkKizR3iOnXnqZzecTo583L49jHfxkpYg8pjN9TX62iHPV17aI+1J2/rXW8obsfZ1bmLTqsTgKJAEdd88BrOnXcuF//fxexs3Ik/5gcD0BAzY5R1laW8gWfTxlZtazpe7HB7Qo80k2juE4QW5rnDcecMPwj1Njt39n49pIgdYXbugZPJCtFXJj7GfQD4uFJqK/B7YKlS6jcZaEdazVw5E21p7C7b3X/SZact68Fon3vmypmYBSY6oXFsB21rtKMx8839jrHytJVYjkWX1YV3ipeIEcHC4qL3LjroeWeunInyKXwVPoJHBfFV+FA+xcyVM6ltrSXoDaY8fqBFDkN5vZZtsb1te0owArfeUMyO0dDZwHst7yWD0fHlx/OPz/6Dj8z/CEopLj32UnS+JmpE0bYmakZJqAQf2/wxyv6ljKAnyKzcWUzLmZbRYKRtTfsL7Wy9fiubPriJty9+mz2/35MMRrnH5TLz8pkc+8SxLPj9AqZdPC0twQhgxREriNkxwokwWmvCiTAxO8aKI1ak5fiTlTIVRo6BmT950ixldNl3dw/puxNhDglGL+vBWJz7YKvseuudTaHCruCCZy5g0SuLBnXegdo5nGXlB3u9B9rouqtjF1//x9d5q/EtADyGh0uPu5Rvn/ZtIDUD91P1T3HXpruoa6+jtL2UTzZ8ko+f+XEOWXJISq9grGlH0/lyJ03VTbQ83EK8MZ5yf+4xuYTOcXtC/orRzRguq+yGT3kVhs9wF+n0/mqmTBtNijkkCUgiK6SzFtKBctFprbn/zfu59Zlb6Yp3AfCReR/hqg9eRSgnNGBNoh4ew0OJv4QCb8HwXugIaUfT+UonzQ810/xQM/E9fYLQUb2C0MzxXbZiQlH0H3R8arALXyQgZQsJSNnl/vvu57bnb2OnZyczEjP4zsnf4YLPjHx/TTry2A1ULmL91vX87MWfsXnv5uR9pcFSrltyHWfNPWvAmkQ9MrlgQTuazlc7af5HM80PNxNvSA1CwSODbhCqChGYmf1piCY65VEYfgPlVxgBA8NvpC4YGuZh09G2bCcBaZIbasnw+++7n2+/9G28jpeADhBVUeJGnB+f8OO0BKWRGKii6+O1j3P5Y5fTFm1LrqALeoPc+KEb+cj8jxwwuwJAnieP0kApXmPsMhNorel6rctdmPBQM1Z9arLX4BHB5MKEwGwJQpmgTOX2dPxG8qvhN/YtDErz6UbjoNlGAtIkNpxhspO+dRJ7jD0Eda89JyrMFGcKL/zkhbFqeor+VtH12N62nfPvP58OqwNwh9zK88rdIniBUn552i/73dQK4Df9lPpLx2yeSGtN1+vdQejhZqy61CCUc1gOJVUlFJ9TTE5lzgBHGVjr+lbq76ontjOGf4af8kvLKVpSlKbWT2AGbrDxdfd6fN2BxxzTGDEpAlLm16iKjBlOyfCdnp0U2KnzJwEdYKdn56i3tz+xRIz6zvr9ykU42uG3r/2W2569jUgiAkCRv4hpedMwlYmTcNjZtrPfYOQxPIR8IQp9hfvdl25aa8Jvhmmubqapumn/IDQvJ9kTypk79CDUo3V9K1tv2OrWpyo0sRottt6wlTnXzJGg1MNgX7Dp3fPxZMeesslAAtIkNpyS4TMSM/brIUVVlBmJ/YvSjbbWaCuNXY3JYbgeW1u3cuW6K9m4y+1Vew0vJTkllOSUoG2N4zhEE1Gm56SWjDCUQZGviGJf8ajOE2mtCW92g1BzdTOxHanzXYG5AUrOLXGD0KHDD0K91d9V7wajHHcJsZljYmNTf1f95AtIRq8FBr17PhJ4Mk4C0iQ2nJLh3zn5O3z7pW8TdsIpc0jfOfE7Y9Bil6MdGjobksNwPWzH5tonruVPm/+UnEdaULYAK27xfuv7tERaKPOX4TW8WI7FF+Z+AXAXLBR4CyjxlWAao7PnQ2tN5J0ITdVNbhDa1icIVQbcjAlVIYLz0j9EGNsZwyzsk90iYBCriw3wjAlAsa+X07vnM/IFBmKUSECaxIZTMrxn4ULKKrsT07PKbjCiiSj1HfXEndSVZu+3vM/yfyxnS8sWwB12y/Pm8U7jO5T4S5ieM53GWCO7IruYmz+X7yz4DounLCbPm0epf3QWLGitibwbSfaE+qY28s/xU1JVQqgqRM78nFHNe+ef4Se6NYrdaeNYDobPwMwzxySTyKjrWVLtl8Az3smihklutEuGp1NzpJmmcFPKEJ3t2Ny96W7+8/n/TC7nLg4UMyUwhR0dO7BsC5/pY3aem8YmmohS4i/ht4t/S2mgdFSqtYZr9g3HRd/vE4Rm+5NzQsHDg2OWfHXn2p3s+tkuNzeLATjuv+lfm86M5WM/3DosfQJPcshtcgQeWdQgJr6+JcOra6pZeu9SaltrKfAV0B5rZ3fXbtAwv3Q+VxRewWH/c9gB6xANdil53/1MS49cygu+F/Z73t/e+Rs3P30z29u2p9Qt2tK8hVWPreLVhlcBN8t2RW4FuWYuaIg7cQxlpPSmAmaAhmgDM3LT+yYc2bKvJxR5L5Jyn39mryC0YOyCUG8dL3TgKfXgdDrJHpKRZ9DxQsfBnzzWVOocT3LIzTe6gSeT9cyES3pI48xo/tH0XgYet+PUttbi4OA1vBgY2I5NYbiQK1+4ksXti/utQzTYpeR99zM1e5tpzmlmmn8aU0umJp/3maM+w93P3Y1qU/iiPqyAhVPgcMqhp/C3d/+WDDYXzLuAd5vepTXWSsDj9nrea3+PuHbvD5pBygJl+A0/03KmpaUsQuT9iJsxobqZyLupQchX4Usu0c49KjfjZSg2Ld2EWWimtENrjd1uc9xjx419gwwwvAbKq5L/DG/mhtoyWc9skCZFD0kC0jgy2n80vfPJvdv0Lp1WJxqNoQwCngCJaAKlFUe3HM1/P/ffwP51iAabk67vfqZtuduwlIUPH0fMPAKttds7a9tNQWsBAScABlhYNOQ2EDfdQFORV8F1R1/HiaETeXrP06x+Y7UbUJ04uyK7cHAwMTGViUZT7CvmF6f8Yth51qJbo8nNquG3wyn3+ab7khkTco/OfBDqbfPnN2M1WslVdgB2xMZX5uOIXx8xeifu2cMTSJ3bGeM9PAeVyXpmg5RdF2yUyJDdOLJjzQ536W73H42Z6y7d3bFmx4gDUnVNNc/ufBbHcfB7/Mm9OwpFz4cW5Shsw07WPoL96xANdil53/1McSOOoQ3iKo7WmrgTx2f6CCfClDllaEPT6mulxd+S/NP8TOVnuGz+ZeR43KXRi6csZtVRq7hnyz282vIqPsNHkbeITrsTy7HwKA9TcqYcNBj13UBa8rESEs0JmqubCW/uE4Sm+dzhuKoQucdkVxDqrfzScrbesBUbGyNg4ETdDzPll5an7ySqV/Dp+TfKw2zpksl6ZmIfCUgZNpTUPaP1R9MzzGZgJIvk2Y5bTbSnhwSgDY2pzWTtI9i/DtFgl5L33c/kdbxYysKrvVi2hcYtmBdIBOj0ddLmb8My3U2jpmMyo3UG3//I9/d7LYunLGZZ+TLOfvRsSvwl+w1RtVgtB7wWPRtIUW6Z785XOul4PnWexTvVm+wJ5R2bN1qpYtKqaEkRc66Z4wbauhj+imFmalBurrbkEFvPcNvQEoVmnUzWMxP7SEDKoN7zLQerkgqj90fTk7FhesF0trdtx8DAVCYJ7dbSMZWJbds4pkNhuJDPvvlZtNbJIcPedYgGs5S8uqaa8PQwO7t24rE9lMZKCVpBojlR8n35ONrduBqzYxwSOYQ3Ct5we0UacuO5BK0gF+28aL/X0TvDQmVe5ZCLxsV2xth24zbijXF0LHUoW3kVUy6c4gahheMjCPVVtKRo0AEoJUGor1fgmaCbR2eunEnN8hq3B9lrOHws6pmJfWQOKYOGUwNoNOaQKu+oJBQIoZSiLdZGQ2cD0UQUNFQUVPS/yu4AdYgOtJS8dxCOdcTYFd5F3IgzKzyLsw45i9e8r1HXXkdRoIjWaCs7O9yURL6Ej2A8yPSO6Xxs88f4yL98hIIT3SG/Z/Y8w29qf0NduI45eXOSheFWbFyB3/STY+YQsSPE7Bi3L7o9ZcgutitG88PuwoSuV7tSL4wHPAUejHwDndAsXLdw2Nc4a/UMs/UEn57MBVk2xzMWMlnPbBAmxS9EAlIG9Q4EPbTWtERbeP+b7/f7nNH4oxlqYEznuWzHpj3WTlluGb/+5K+xbIufvfAz7nz5TmxtY2Dwr8F/5eMPfxxVr/BN9VH2L2XJYPRS00vc8NoNBDyB/QIP0G/ROGu3lawn1PlKZ0r7lEehggpvyIsRNFBKjc3k/xhI6fV0B6HxMscjJkdAkiG7DBpO6p6SqpK0f2ob7DBbz1xXga8AlFvuYTAlK3rrWfSgtSbhJLC1TcAToK69jtd2vcaqx1bxXtt7AFTmVnL9sddzTPEx8CF4es/T3LPlHnZ17KLiuQq+fcS3uff9ewl4AsmhuZ6vt2++nepl1cnekNXgBqG3HnqLzpdTg5An5KH4rGJKzi3Bjthsu3Gbu3kUdyVa2if/R1t/vZ7RK4sgRNpIDymD0lkltb9jD3axRFN1E/f98j7uLrub3UW7OWTKIVzxsSv6HWaL23G2t29Ho5ldODuZF26wbV5671J2te/Ca3qTGRfCsTDRRJQ9kT3JXtHFcy/m3+f9O37TrXrae0l3ricXy7GwHIuuRBcVwYp+Fy9sOnkTzY+4w3GdL/UJQkUeij9cTKgqRMGJBSjPvucnV9mNZPJ/jCQXFEivZ6KbFJ8mJCBl2Gik7hlKoBvMvFTf/UmWbaFQeE0v80vmD3p4r6m6iV/96lf8aPaP8Jpe8grz6PB0sCe6J7mAYm7eXK4/9nqOKjoq5blfevZLtFgt5Hvzk8EnnAizO7KbaTnTkj2j/PZ8Dn/5cE597VTmbJlD70TgZpFJ6Cx3dVzByalBKOsZ+3o9KeURpNczWUyKX7QM2WVY39Q96XCwOke9sz0kWhOYeSaeYvd/hf72NvXeWxSzY5jKRKGSueMGKlnRE2zf3PMm0WgUo8tg+tTpLKlfwutFr7PNs42Iz93vZCqTS+ZewpcP/TI+05dyHK/hpSHasN8y7hwzB7/hx9fm44Q3T+CkV09i7ntzMfS+HoJZYFJ8VndP6JSCcZH3THn39XZa1rdQ9591xLbFJJ2NmPAkIE1AB9qc2rtHZIZMYnUxEl0JjICRLE/Qd29T77kuv+lP9pB6htP6m/fq6aVZcYuWaAtO3AEf7M7dTX1ePQqVDEbz8+dz/bHXc0Rh6qIBQxkU+4op9hXvt4w7tyOXw185nFNeP4VDag5BOb2G7HI1ZR8uI3ROiIJTC4Y9hPXAww9wx7t3UOero8Kq4Jvzv8n5Hz5/WMcaiPKqfZtIuzeV9vR6mqqbeH/l+/t+V/UxapbXwFokKIkJSQLSBHSgxRJ9sz0YAQM7ZmM1WOQUuhkP+u5t6r3oYUpwSnIOqSK3gi6rq9+SFT29tIZoA2gwHAOtNG3+NmzDBuVucD1v83lc/t3L9yv/UOAtoMRfgsdw/xddccQKrl5/Nce/eTwnvnoih753KKazbz+WmWdSdGYRoXNCFH6gcMTzKA88/ADf3/p9vB4vBYkCGj2NfH/r9+Fhhh+UDPd6tz3dxq6f7SK6PUrOITkD9noOlplDkoGKiUbmkMa5/hYvAAPOIRWfXYwZ2pdkM94Wx9puoR1N7jG5PF3wNL857Dfsnb2XudPnJue0qmuqufmvN/P+nvfJCedg+AxiJbGUx0B3ws5Om7m/mEueJ4+a9hoUCifukDATyZFwj+3hxvU3Ms+cx9xb5yZfT9ATpNRfmux9JVoTtPyzhaaHmmjb0JbaEwpqSs8sJVQVonDxyINQb0v+awmNnkZynH0VWyNGhLJEGeu/sf7gB+g959Mrjc5Q9pI9V/lcyu8Kuq9vi828n87L9mSgIr0mxRySBKRx7ECLF4B+F0v0l0Qy1hBDd2pePPJFblt8G8GiIPnF+SnHO+m9kwZ8AwydE8IJOyQ6EtidNp2xTj667qPsje1ld2Q3MSeGg1vBFQ35Vj4z2mZwzRPXULG8goITC/AZPkoDpeR6ckm0JWh5rIXm6mbaN7SjE/v+HzWCBsVL3TmhwtMLMfyjMyd06C8OpSBRgOr1PqDRtHvaee+r76U8NqUiqf/ANXqGksTzQI8Fsj0ZqEivSRGQZMhuHFuzYQ1W3KLRaiRmx/Cbfgp9hazZsIaVp62kKdxEfWc99R31rPzzSt755zsc9+RxYMPzhz7P7xf/noZQA+Vd5Xxvyff4q/VX8jvySTgJappr3AUMjsk3f/FN/uen/4MyFBtP2MjPF/2c2rxabGXDsxB8KUiuJ5fDCg7jkkMvYe6WuRyy8RBenvUytmmn/CnlJHKImlF2Fe1i9XmrWfDcAt7a9BZdgS4+vOvDnLfzPHwv+dDx1CBUdEYRO07ZwY8LfsyW+BZmq9msaFox7KzdB1NhVezXQ4oaUSriFXhLvCi/omVdCztv30lsa+qCgwMNpQ0lH+GB0tnUfK0mq5KB9veagSENKcoQpJAe0jg2dc1UWmOtKBSGMnC0g0aT48kh4AnQHGnGUAba1tgJm8JIId978HsA3HHuHXhtL/6EH6fcQRdrOmOd5Pvy2dGxA4Vys3vHbRzD4ab7bwLg1o/eSmuwFcdw9jVEgYFBmb8MI25w8msn8/D8h5OLFtDuY/z40UpT5CuiKFFEtDHK4dsP5+zXz+bY2mPxOPs+Hxk5BkVLigidG6Lwg4U81vLYoFIBpcsD/3yA77///WS9pqiKEjfj/PiEH3PBZy4YcOht6sVTabi3YcChtKGWORgoM0c2lUvo71okWtzhWU+RZ1BDiuOgHlGmTYoekgSkcaz4h8WErTAec98becJO4ODgM3zY2sY0TJyog+M4KK04os5dydac10wgHkAZCiPXQM/R7O7ajZWwUp+nHRSKBXUL0FqzefpmLI8Fin2lxLv/VIJmkGBnkKZAE1q59/kTfsq6ytAeTVthGzP1TE565yQWbljIgm0L8Nr7FjNYHotXK1/l/SXvc+vXb8UM7nuzrXqsar9kqeFEmKmBqSMvtqdILZkQcIfc+la0/c7J3+GCz1wADDycFt8dxzvNO2CgSNcbbza9gfd3LXrKdASP2Pf7OlDAzKYAm6UmRUCSIbtxzG/66aILx3FSekiOdkg4CUyj+4/bAaUVCSPB7qLdAORH8gF3klzHNEFvEL/ppzPW6faqHPc4WmnKwmXsDu1G25qEkUArjdLK/RPp9WcStaOEc9w3IqUVxdFiCmOF5Fg5HP3W0Ry17ShOfu9kvIl9QSjmifHi3Bd5u/Jt3pjzBhEzQmxOjNuCt6W81m1d2yj2FafclmPmsK1rW8ptj+x6pN/8db0pU2HkGPv++Y1+yyZc8JkLkgGor4GG3hIdCfyH+Pe7vWcoraSqBNYy4nyE6TpOOvR3LXRC0/fD7oGGFKUekQAJSOPagrIF1DTX0BZtS84hlQZK6bQ69/V0lAkGaEfjcTxMa50G9OohKYXyKbpiXRyefzhN3ia2dGzB1jYe7SEUDmFqk9JoKdrWtARbcAw3UPX9zNazcMFwDMrby1n8zmJOrDmRo2uPxmfv2+wa98R5c/abPHLUIzw9/2lsn82sjlnggBWwkiUiehfKK/tkGa1TW8kvzE8ep285iUd2PZIc1iv2FdMQbWDFxhX85JSfcM6h52DmmG4ASsNqvIFKgXjyPThh54AlQtKVj3A08hoOR3/XQnlUyoIQOHCpFKlHJEAC0rjWsz+oIr8iZZXdilNW8LMXf0ZzpBkc0KbG1jaF0UIufOZCwJ1DAgjoAPHiOAkrwbeO+Rawr2yDz/DR3tlO3BPn397+N3Rcc+OpNxL3xfcN1/WiUBy5+0i+8bdvMHv3bPyJfT2FuBmndWErD8x7gM1Hb8ZxHBpaGwjnhAlFQmhHEzWj6ELNiiNWJAvlKZ/CLDT5zKbPcNtJbq8pryAvOYfUU2oC3ISqftNPrjcXDDdDhUoo7thyB59Y/Im0XvuBFhxUrKig4d6GSVVXp79rYeaboNxht8FcB6lHJEDmkMa9gXLhVddUc/mjl/Nu87ugYa5vLpc+fCkLn1wICXh+/vP8YekfaKxopLKkMmVoq/ewV0W8ggueuYBFry7CnmXz4r+8yM+dn7OlY8u+pdzA7L2zueaP13DI7kOStyWMBK9VvsaWhVso+1gZj3c9zua2zViOhd/wc6g+lKNfP5oX819kd9Fut/2nruTs6Wez+fObsRotzJx9n5ifLn6a+467j8bZjfuG4yrOdpdZ5xgc9pvDCAWHVs5jJAZacJDldXVGRX+vGYY2pDgZr9sQTIo5JAlIE5B2NI7loGPaXZgQdXBizsGfOABHO+yJ7qEj3kF7vJ3bXr+NB+sfBMAf9/PlR7/MJ1/4pJtDzoTAqQGmfWQaoTNDeAo8KUNpg10ht2npJszCfjaFttuc8NwJ++Z/Avvmf8ayrpMQY2xSBCQZshtH+svKcM6h5+BEHOywjRNxhzm0nb4PGZFEhIZoA1bEYt3T61jdvpq9vr0AHLv1WFY+uJKK9go8p3gInh2k4uwK8kvzU47RM5SWcBK8F34Py7EwlcnVr149YEDyz/C7PaRc083tpsCJOATnBfFX+Pt9zmDqOgkhspf0kMaJ6ppqvvh/X6TD6kiuoCvwFPDzU37O2eXp34fzcN3D3PbqbRRtKuLkd0/myYonefSoRwEIWAG+8thX+BSfInBWgMAZAUqnllLoLex3tdqCvyzAxGRnZGdyz5Tt2NjY/PGDf9wXlJS7/8gMmrQ+1cp7K95zh+OGsKx5NMp5CJEFJkUPSQJSFnPi3cNtEYcT7juBd9rewVAGCpVc3n1YwWE8f+7z6Tun5fDoXx5l0x83ceJbJ/JK5Svc/pHbac5vBuD4vcdzdcHVzP7QbIwigwJvAaX+0n1LzPtR9VgVLza9iKPd5elA8vuTyk7ikU89ghl0V8D1DmgypyBEkgSkbDEZApJ2es33dP/rncMtdL9bTqLnDR3cN3WA5guaR3Rux3Jof7ad5oeaaf5nM06HQ1uwjf+s+k/WHe3OvZi2yXRzOg+e+yCGMvCbfqYEphAwD74s95Fdj/DpJz+NR3nc/VK4+6Vm5s/EwRmVBQdCTDCTIiDJHFKGOHEHu8ud93GiTkrutoFonbr3R2vd7xDZYM/f/lw7zdXNtDzagt1mJ+97YsET3Pax2+jM2Vf22zZtdrCDZxuf5eMzP06xr3hQ51Y+xblHncuCNxewpXULCZ3Ab/qZmjsVj+GhPL98WO0XQkw8EpBGUXIRQkstcwrn8J3jv8PZ5Wdjh220NbSe6byCebzd9jbacfcU9Sy5nh2cfZBn7qMTmvYX2mn+h9sTslv3BSEUdJzUwR1n3cFjnscGPMatb97K9OD0gfPHGbjDb0EDM9dMZr3+4dk/7DczuSw4EEL0kCG7NHMS7uR79TvVXPb4ZfgMHznGyJOBPrLrEb644Yu0xlsBdxOqgUGJv4RfnPKLAY+pE5qOFztoqm6i5ZEWN+llL95jvZhnmaw/dj0/3PFDWqyW5PH7bn71G37m5M3ZL3+c4Tcwct0A1HvfUF+y4ECIYZsUQ3YSkIYpZa9PzEl+37PkejSSgZ78j5PZ0umm9fEZPqYEpuA1vPsdU9tuEGqubqb5kWYSzalBKPe4XHxn+XDOcGgpbGH1G6t5dLe7gi7Pk8cnZnyCf+z8By2JlpTn+Q0/FTkV2Ni882/vuD2hXAPDMzo1iYaqv2XxYxHwpGyCGAOTIiDJkN1BaEej472CjuV+f7A5n8EmAx1If0lCOxIdHFZw2H6bRbd1bXOD0EvdQejhZhJNfYLQsbmUnFuCf6mf1lArcTvOw7se5ofrf5jsdZ0+5XSuOvoqpgam8oEpH+C7L32XsB1GofAoDyjYHtnOgrIFySJx2aJ3scJQIER9Rz3Lq5ezlrWjGpR6Z902Qyax+hg1y2tgLRKUhBgiCUjdnLibzSAZcCztZiwe5ibT2bmz9+sh9U0G2jt5qH+Gn/JLyylaUpTMbNButdMab2Vb1zae3vM0IRVCNSj8ET+Gz8AX8jGjYQbnvXoej/7gUQrbC1PakHt0LqFzQ4Q+HMIsN2mMNrI3sZfGcCM3vXETTzQ84T4ulstFT17E6TtOR39Sk//FfC6qvIifvfMz3ml/B8MwktnElVt3ImO9kYGs2bAGn+FLZmnI9eWC5d4+mu3asWaHG4y6k4KauSY2NjvW7JCAlIWkN5vdJuWQXc88jxPbt8+n9xLrdDhYupzeyUONgOGutLM0c66Zw2cSn+GNljdojvdZzq0hP5rPSbUncdrbp7Fwy0KKu1J7Ye9Of5f1R67n1eNe5cZzb+Ts6WfTYrXQHGvGdmz+Xvd3bn3rVtrj7QAsrF3ISe+dxPoj1rO3YC/lzeVcVnoZF19xMfPvnY+pTPaE9ySziU8JTqEz3kmuL7ff0umDefMfjWBWeUclocDY5bHr8Vzlc5ihflIctdic8v4po3ZeMXTZVENqGGTIbjzTunuorWeYrddXhp/WbdDOnn42ty+6fcDaPPV31bufrLsXAZg57ifr+rvq2fbpbSmLF5SjOGLnESx5cwlnvHUGZR1lKeeqmV7Dk0c+yTNHPcPu0O7kptMfvfUjDi88nJgdoyHawE2v38STe54EoNBbyL/9898IdAb439P/F1/CR1FXEW15bVybuJaKvRVUFldS31HP/JL5yXN1WV3EojGKjeJh9UZGa2itsqhyvzx24XiYOUVzhn3MwZCyCeOH9Gaz34QISI7Va7it5/u4pp8KCWPq7OlnD7j6LbYzhlnYpyBZwCBWF2N27my2dW7jiLojOOPNM1jy5hKmtk9NeawKKMwCk2985Bu8OedNPEavX6WGhE5Q21lLNBHlwZ0P8qO3fkRnwt1XtGzaMq446grqbq9j9Xmr8cf9BONBlFIE4gGiOsqaDWsGzA3X0zPqLegNsrV160GvyWgNrWUqj52UTRg/pAhg9htXAWm/lW3d/8aix5NuyeShvZZJ2xEbT6GHVetX8R8P/QfT2qalPGfLlC1sOHwDX971ZQy/4T4+14PH8CR7RVprNBpDGZT6Sln+4nKeaXwGgGJfMZcfeTlnV5yNJ89Dm6+N5rxmCqOpOegCToCtrVupmlfFWtbut1R7zYY1w+6N1LbWEgqEUm4bbDA7kIHaOtrzWtlUuVUcmPRms9+4CEja0kS2RNKaxTrTyi8tZ+sNW0noBApFojmB3Wlj2RaBNwNMww1GW6ZsYf2R63nyyCfZWbyTL776RdRehR1xN9d+c/43+W74u+yN7sXAcLNiawe/4efdjneJOu6nv7PKz+KqE6+iNFSKL9fHtIJp5H41l/L3y2nOd6vHAqDBnmong0vVvKpkfaU1G9bwtX98jQJfAa3RVmDovZHRHFrraetYy5bKreLApDeb/cZHQHLSW1Ih07TWeMu85B2dR8u6FnQs9bXZs21mfXwWfzrkT9wSvoXORCd5njxW+FdwYcOFxNpj+CvcVXnHfvBYnO0ON75+I1s7t6K1xm/6CdthAEL+EFefcjVVR1ahDEWeL4+puVMxDZO8a/K47PrL+G7nd2koaMA2bDweD4W5hSnBpe+8TzgeRqPxeXzUtdcRc9wFD2s2rAE4YFCQEhEiU6Q3m/3GxSq74486Xj/9wNOZbsaIaK2JvBOhqbqJ5upmYttiKffXT6nntYWv8fwxz1M7pXZQGR3CiTCN0UYsx8LRDn/a/idu33x7Mhh95JCPcNWHriKUE8JQBmXBMgoDqUvDq2uqueTBS2iPtRN34ngNLwX+An71iV8lA8tAhe98po/OeOeQV9tJxgYhhmxSrLKTgDSKtNZE3o24m1Wrm/ebPA3MCfDw4Q+z/qj1tM5sTf4v1zujQ397lfJPz2dPbA+dcXeRQl24jutfu54Xml4AoDSnlOs/dD1nHnKmex5PgGl50/CZvmQweHPPm1iORZfVhdfwMr1gOoV+N1j1rbI60JLqt/a+xZzCOcOq0Jpt+5iEyHKTIiCNiyG78SZcE94XhN5PDUL+2X5C54QoObeEnMNyuPCvF6ZkzrY7bNReRY2q4fU7Xie+N45ZaGIWmliNFq/f8jp5iTzyTszD0Q5/2PYH7nj7DiJ2BIBPHPYJzph9Br9+9dfc/NTNzCmawxWLr2BW4azk0JsVt2iNtYKGuBNHa832tu3MKpxFob9wv0UGA837oBnWartMZVUQQmQ3CUhpEtmyrycUeS+Scp9/pp9QVYhQVYjgEcGUnkbvjA52h01sV4yoN8r06HSi26LohEblKhJmgpZQC5F4hK7/10XLghauf/16Nja5G4an5E7hhjNuwFAGNzx5Az7DR1mwjKZwE9946BsopZJLrhutRhQK0zRJOAlsbePBQ0NnA4X+wv0WGQw07zO/dD7heHjICxRGsvRbelZCTFwSkEYg8n53EHqomci7qUHIV+GjpKrEDUJHBgesHbTiiBWs2LgCALVXEfVGSXgSXPTaRWhbYxs2rZFWEuXduekMeLDwQf7f0/+PSMI95/mHn8/liy+nMFDI5//8eQJmgAJ/AUqplDf7niXXMTuGqdylrx7Dg+VYaDTRRJQuq2u/RQYDLakGhrVAYbhLv6VnJcTEJgFpiCK1EVoeaqGpuonIO32C0HQfoXPcnlDu0bmDKmDXO6NDjaphenQ6F712Eac1nEZjfiOtZiuO4ZCjcqjPr+dnh/+Mt0vehgRMzZ3KD5b+gCWzlwBgKpP6znpKc0pTzt3zZt8z9OY3/Vi2halMDGUQMAPJ0ujl+eX99joGWlI9nL0/w136nal8dUKIsSEBaRCi26PJ4bjw5nDKfb5pvuRwXO4xgwtCffVkdNh872asRot4bpz6YD3R6VGcBgft0fx17l+575D7iJtxAP5lwb/w/Q98n3x/PuAGnWl505hbPDf5Zp9oS2A1WITtMFP0FL568le5wrmCQl8heyJ7SNgJNJqpeVPxmb5B56LrbTh7f4a79Hu0NtUKIbKDBKQBxHbEaH6omabqJsJvpgYh71RvsieUd2weykjPApgpl0zh1R+9SpfRhekxUQFFw+wG7lx8JzVFNQBM807jpqqbWDxrMeDmuisJlhDKcd+oe97s7WYbo85whwC9CT7z4meY/dfZ3HzjzfzC+gXxPfHk/qF5oXljOhcz3KwKmcpXNxgytyXEyElA6iW20w1CzQ810/V6V8p93rJeQWhh+oJQjzarjbZFbYSuCpG4L0Fkd4SHjn+I+2bdRxy3V3ROwzms/NBKZsya4bbJ8FKeX07Asy/1Sc+b/bU/vZadgZ1URCr43ObPceLOE7F2W0y7ZBo/PvXHvPPld/iF9QtqW2vT+joG0t8b9sGWhvc12J7VWJcYkLktIdJjzPchKaVmAr8GpuKmP71Ta33HgZ4zmvuQYru6g1B1M12vpQah1vxW3jn+HRZ8cgFLP7w0GYT6K57XdxNrz/6hx63H+d3C31FfUE95ezkXvnAhp247FeVVvHzqy9x32n3s8Oxgev50vrzoyyw5ZAn3vX4fazasoSvutsd0TMyEScJM4CgHQxv4437KO8pRWtGc20zCl8Af8DPVNxVrj0VHooPy9nIueu8iTq0/FWu7BcrNevG7j/6Oexfcmxz+00qDAgODo6YexS3LbtnvjXQ4b/I9Qeitxrdoi7VRGihlSt6UIZer6N2G+355H3eX3c3uot0cMuUQrvjYFSnHqL2hlh2rd6BtzfOHPc/9p91PfX49c6fP3e+xQznvgV77QBuH+9uP1ftYZoGJRuO0O1KbRxzMpNiHlImAVA6Ua61fVkrlAy8B52mt3xroOekOSLH6GC0PuwsTujalBiGn2OHxwx/n1YWvsnPeTsI6nFLH6GB1joBkraNnpz3Lbafdhtf24o/7iXljxM0436z+JrZp85/n/icmJvll+cRz4rRF24g7cdqt9l4N6rlw+78OpRVKu3cY2kArjYODgcHUtqnEjThtuW0EY0Eq91Zy4fMXokzFVeddRUIlcIw+WWm7g9KU3CkpmRqGU0emd69hZ/tOLNsNiLMKZlEYKBz0Btoeg2lDU3UTb57/Jo7j8MKhL/CTs36C1/YS0AGsoIUxwxhWEDzYeQdbi6n3sXRcE90WBQX+WX4MrzGeavOIsScBaUwaoNSDwFqt9T8Hekw6ApLVYCV7Qp2vdKbc5wl5CJ0dInROiAs7L2S3tTul0mvvzAln/eksdjXvSlZt9ZZ6ieXEkvcDbP68uzjh60u+TlNuEwFr35BaxBuhMFyIbdq0BdsIGAHwQHhamN2du1Mbrd3ekW3YA76unoDks33EzBgKhdfxolA4OGg0XttLWUcZcTNOrs6ltqAWx3DcnlEfhjIIeAKcPOPkZLDYtHTTflmS7S4bf7mf49Yd12+7evcaXt/zOh7lwdY2PtPH/JL5Qy6eN5g2bFq6idanWjF8Bt+64Fs05zbjj/tRSqE8Cg5jSEFwsOcdbA+p97Ei70Zw4g5oMHwGOfNzDnpNxaQ2KQJSRueQlFJzgIXA8/3c9xXgKwAzpw8vG6+1x6L54e4g9FKfIFTsofjsYkLnhCg4qcB9wwK2/mUrxb7UKqw5Zg7burbRur6V2r21FFgFKNP9lBvbFcNX7mObvS35+J5aR/WF9eRH8pO328rGdEx2F+0GBbnRXHRA02q00tLZknycqUw8hodYIoatBg5GwL6gonGH5NAoFJZp4bW9KK2Im3FyEjkoj2J7wXa8CS9Rs/8aMBpN3ImnrFwbTh2Z3ivi/KafuB3HUAYx283hN9TFCINpQ7Q2ihEw0AlNfWE9BdEC9zVpjeE3yPHmDHlF3mDOO9i5rd7HcmIOyqPQ2i2l0t9xhZhsMhaQlFJ5wJ+Ab2mt2/ver7W+E7gT3B7SYI9rNVq0PNJC80PNdLzYkVKkzywyCZ3lLkwoOHlfEOqtd+aEHhE7wuzc2dTfVU/5ceU0BZvIsXPAAOUoOlo7mH3I7OTje2odlbeV05TbhM/yYZs2Gk3MG6O03d0ntDd/L23BNiyPte+6oNw9QUqhlEIfpMpgTw8JBWj3+Rq3OKGBgaMcfNqH8igCTiBZBj3mjfXbQ1IovIY3JVgMp45M7xVxU/Omsr1tOzjg8/j63Xx7MINpQ6AygE5orD0W5a3lNOd195BQ+Kb6hrUibzDnHeyqwd7HMvzGvh6S3+j3uEJMNkYmTqqU8uIGo99qrR8Y6fHie+M0/K6BzZ/bzKbTN7Hthm10vOAGI7PQpPT8Uub/cj4Ln15I5Y2VFH6gsN9gBG7mhJgdI5wIo7UmnHDnkFYcsYLYzhgXvXsRCTNBxIyg0US8ESzHYsURK5LHKL+0nA1lG2gLtrGzeCfbSrfR5esi5o2RMBKcs+kcisJFNBY0JoORqUxMTEpzSgGwHTtZ32igmNQzh6S0cntf2nTrGSkbj+MhQQKtNFNzp+Kf5SfmjzGzbSY+05fsPaQe0P1S4C9ICRYzV85EWxq7y0br7q8HqSOz8rSVyeStBb4CpuROwTAMcj25lOeXD3kuZzBtmLlyJsqn8E3xceHGC7EMi5g3hqfcQywnNqwyF4N97VXzqlh38Tre/+b7rLt4Xb+vrfexvFO86IRGOxrPFM+grqkQE10mFjUo4F6gWWv9rcE8p785pHhz3O0JVTfT/kJ7StVYM9+k+Mxityd0agGGb2hxd6BVdD1zQ8/PeZ7fHPYbduXuoryjnIt3XsyXfvyl5PMfqnuIy56+DDogbsdpCbRgmzYVrRWc8e4ZrD9sPdtD2wHwKz8FOQWEckLsDe+l0F9I3I7T0NWA5Vh4DA8+04cdt0nY+1bZBeIBpnVMAw0teS3EvfGUVXZNZhOd/k5K/CWUl5anrGwDuPmvN/PW3reIqAiWx8IxHDzKwxFTjjjwKrsh1JFJd5mJwbSh92M2LtzI/R+4nzqzbkTnH85rH8yxzPzuVXYdjtTmEQczKeaQMhGQFgNPAa+zL4xcobX+x0DP6QlI8eY4LY92B6Hn+gShPJOiM4soqSqh4LShB6HB6Fk9p3wKI2DgRN0VV3OumUPRkiIA2u12znvyPBqjjeR4c5LPDVthYk6Mhs4GbG1jKINLFl7CN076RnIf0fqt67l7091sadpCe7yd0mApU4LDXyYtdYeEmDAkIGWLYyqO0fcccg/tz7ZDrzl+I9egeJnbEypcXDgqQaivZH2iun1VW4uWFBF1ojT7mrHzbZb97zIK/YXJZcCReIS6jrrkhP6hoUO5vPhySu8rTdY5mnbpNA758CGUBktZ9utlg97XMlYkE4EQGTUpAtK4yNQQ2xWjfZe77sEIGhQv7Q5CpxcmJ4THStGSomRvCNy5nr2evYSDYQyvwZNbn6Q91k5DZwOGMkg4CZxeXbmvnvBVPhv9LLtv3I3lszAKDRJ7EoRXhTFyDFSVyrqcbZKJQAgxFsZFQFKGInRuiJKqErcnFMjIWowUWms6fZ2057SjvRoDg/Vb13PDkzcQ9AbptDpJ6ETKcwr9hZxQfgIt17S4w345Bjl2DiW6BAzYsWYHJVUlB8zZlomeimTZFkKMhcy/sw9C8PAgh952KMVnFmdFMIrlxGgoaqCtoA3t3Tfkedcrd+FRHhJOot/l2u2xdq5/4npiO2MYAYNQLMSU6BRMzJQ9KL1XqGmtk8ukz5hzBsurl1PfUZ/SU6muqR7V11vbWjusyrBCCDEUmX93H4xsGD1VkMhN0FTSRGOwkYQnsd9DtrRsYVfnLpoiTfs/X7u9qrqOOv585J+Z2jSV/MS+TbNPFzzNZR+/jMo7KlmzYQ0XH3sx5fnltERbksukn9j6RLKn0lN8z2f4WLNhzQGb3lTdxKalm3iu8jk2Ld1EU3U/7TuAyqJKt2R5L9mSZVsIMXGMj4CUSQrIh7bSNnYHdhMhst9DIvEIq59azd7wXjdnG24m7qTenSUNf539V1STSu5teSr/KX50wo9ondaa7Pnc++q9rDxtZcq+ltrWWnxhH+F3w3S93kX43TC+sO+APZWe/Gmx+hhmyCRWH6Nmec2QgtJAPbah7ukRQogDkYA0EAVmgUnX1C52+XfR4XT0+7AX617kE7//BPe8eg/gBqJQIITq6db1GbnzaA9RXxTfVB/+cj92i819x95HbmkuBaGCA/Z8ZtgzaKtvQ8c1eEDHNW31bVTYFQO+jB1rdqB8iufnPM/XTv0a53/sfJZ/eDn3/fK+QV+KqnlVrK1au1+PTeaPhBDpNC4WNYw1s8AkkhehOd5MIr7/0By4Q1Y/fvbH/O9r/wu4gehrJ36NuB3nl6/8Ekf3yaStwau9aDTBRBC7w+bEV08EoPGOxkGtqrvgmQtYXbkaZSoCdoCoN0qcOBc8cwF8u//XEq2N8vxhz7Pm6DV4HS8F8QL2Bveyes5q5tbMHXRQGU5lWCGEGIpxsQ9pNOsh9WYE3ezddbE6oonUJJfrt67nrlfuYmf7Tgr8BTSGG9kb3gvAUVOOYvWy1cwvmc/n//x5GrvcTbGNXY3s6drjHqAnz5zSFEeKKbVLic+MM8OeQcOuBizbIkd3b6S13ewL0dwoxfnFydV0xWcX8/xhz/ObQ3/DruAupoenc9F7F3Hyuydzyvun9PuaNi3dxJcO/1Iy/562NTquiXgiTDWnUv3h6rRkB5go+5QmyusQE042zKSPOglIuMktvaVezFwTRzu81/xeyv09y7ljiRgtkZbkcm5DGaw4ZQWXLLwEj+F2Npfeu5RCfyGGMvCaXuqb6tkd253MSWdqt5yEUoop5hQCTQE6fB0oFLldufgTftry22gKNhEKhygvK8cKWm6+vPUrOPGtE4dUBqKpuomjHzuagngBSiscy03oqfyKdn87DzzwwIhr8PTep9Q72/V4G9abKK9DTEiTIiBN6jkk5VH4pvkIzA6kvMmv37qez979WU7/0el88ppPctPvb6Kzs5PGcGMyGCkUpjI5rOQwPIaH9VvXu72jcCPvt7xPJBHBUAYVpRXkmDl4HA9e7XWL4nWXidiT2INt2hTYBRR2FlLSVUJHTgdhM0xJtIQSq4T4nnhyTun+D9w/5CSnJVUlzJ0+l5g/hrY0SikMv0HMF6MiUoHyKXas2TGi69h7n9JQVv9lm4nyOoQYryZnQDLAW+olUBnAU5A6jVZdU811D19HfX09udFcmoPNbMvdRqvTmnyMx/DgNbxorbnrlbuSPajGrkam507H1jbb2rbRGm2ly+oiruJ4/B43tZHqLjGBgUbTHGgmYAcI+8L85A8/4fe/+D15sTxCVggM0DG3Bxv0Bqkz65i3dl5yMYS/3D+o3s0VH7sCY4ZBNCcKAYj6osSNOJ/b8rm01OCZKPuUJsrrEGK8mlyLGhR4Cj14S7wos/8e8I82/AjVpvA7fsLeMI05jcnOstIKr8eLoQxsx8bn8VHXXsddr9yFz/BRGHCH6jymh10du6hrr+PUmafi8/jY3LgZj+FxaxxpnSykFzfiRM0o5S3laMetY1TeXk5LcQuBeADld0/es++npKpkyMNrPfV6rv3ptez07qQiUsHntnyO0xpPww7bI67Bc6DMEuPJRHkdQoxXkyMgKfAUePCUeDA8B+4U1rbW4ol5aMxtpMPXvdS7e5pN2W4pbNtxM7zme/OpKKigrqOOspwyDOUeuzBQSIG/gJZoC+suXkd1TTXn/+F8bMfGa3ixbAuNxqM8GI6BhcXn3v0cOqFBwUXvXsRtJ9+GNjSFUwrTsu+nal4VJ334JGqW17hpi4IGdnjkNXiqa6ppijTxXst7+Awf5XnleE3vuNynNNjKr0KI0TGxh+y6e0SBOQF8U30HDUbgFqfbUbgjGYwCiQBTw1Mp6yrDVKYbVEx3r5HP4+O7p36XeaF5RBIR2qJtvNv0Lq/veZ23975Nvs/NxFA1r4pVi1dhGAa2tvGbfvymHwyYmz+XVbWrOLXuVHIX5BI8IshpdaexqnYVM2fOpMPfkbZ9PyVVJcMa8htIzyIAK2Exu9CtmLutfRs+0zcuFwLIfishMmtirrLrDkSe0MF7RL3du+levvDgF9xDaEVxpBi/48fG5pLXLmHKZ6dwf/x+6trrmFEwg1WLV/Hxwz9OdU01X3zwizRHmt1ekgYbm9KcUn71iV8l39AmWn2ipfcuzboyGUJMUJNild3EGrJT4Cny4CkeWiDq8ckjPsnVj19NjjcHX9jHntgeijuL+VTzp/jIVz/Ca7Nfg1fc8wQ8Abymmx6oal4VU/Om0hHrIKET+D1+8nx5tEXbOP/+85lfOh80tFvtVBZV8tNzfzquA1GPbCuTIYQY3yZGQFLgKfbgLR54scJgFPgLePKLTxJNRJPzQT3Wb13PD578AQEzwJTgFHZ37k6pCdQea+fw0sNRStEWbWN7+3YUioST4K3Gt1AoZhXMmlC1hGQRgBAincb3HFJ3jyhQGcBX6htRMOoxq3DWfsEI4Fev/IocTw4Fgf7zzfXOiN3Q1YDq/g9wFy8ogz3hPRNqb4skXRVCpNO4DUhmvukuVpgyuMUKI5Hvy6e+s548X17K7b2Hp3q/OccSMdDg4LgbUZWBoYxkCfOJMqwliwAya6RlRYTINuNuyM4IGHjLvJg55sEfPEIKxZTcKRQGCjmk+JADDk/17PVZs2ENW9u2YmAwvWA6DZ0NxO04Gu2urGNiDWtJ0tXM6CkronwqpawIa0lLbkIhMmHc9JCUT+Er9xGYFRiTYOQzfcwqnEVhoBAY3PBU1bwq1l28jgf+9QGm5U/DozxMyZ1CQidwtMOU4JRhDWvJJ2HRV09ZETPXRKnur2lIAyVEJo2LgKS8ipw5OXjyx6ZDV+AvYFbhLPwef/K2oQxP9X6sox0WlC3giNIjcHCGPKyVjgJ7YuKJ1kYxgql/vulIAyVEJo2LfUiLFi3SGzduzHQzMmLT0k1uMBpChm8x8cn/F5POpNiHNC56SF2vd41oqGqwQ17VNdUsvXcplXdUsvTepVTXVI+k2SPWVN1E+7PtRN+PEnk3QrwtDozuJ+FsuwaifzNXzhxy5nchst24CEh4GPZQ1WCHvHrS4NR31BMKhJL7hTL1htzTbgzQSuNYDtZ2i3hbHCfsjDghan+y7RqIgaU7DZQQ2WBcDNktyF2gf33Er4c1JDHYoY1sS4PT024SEN0edT86aFCmW8NpNN58su0aCCGSZMgu2wxnqGqwk7/ZVgunp91moUlgVgDDa6AdjXb0qH0SzrZrIISYXMZVQBrOUFWgMoATdg56nN6ZFnpkcr9Q73abhSY583PImZtD4amFozYsk23XQAgxuYyLgKQZ/qTtYCd/sy0NTiYmrbPtGgghJpdxEZBIMOxJ28FO/mZbGpxMTFpn2zUQQkwu42JRw2TehySEEMiiBiGEEGLsSEASQgiRFSQgCSGEyAoSkIQQQmQFCUhCCCGyggQkIYQQWUECkhBCiKwgAUkIIURWkIAkhBAiK0hAEkIIkRXGReogpVQjsC3T7RiGUmBvphuRReR67CPXYh+5FvsMdC32aq3PGevGjLVxEZDGK6XURq31oky3I1vI9dhHrsU+ci32mezXQobshBBCZAUJSEIIIbKCBKTRdWemG5Bl5HrsI9diH7kW+0zqayFzSEIIIbKC9JCEEEJkBQlIQgghsoIEpDRRSv1KKbVHKfVGr9tCSql/KqVqur8WZ7KNY0UpNVMp9bhS6i2l1JtKqW923z7prodSKqCUekEp9Wr3tbi++/ZKpdTzSqn3lFL3K6V8mW7rWFFKmUqpV5RSf+v+eTJfi61KqdeVUpuUUhu7b5t0fyc9JCClzz1A341rlwOPaa3nAY91/zwZJIDvaK0XAKcAX1dKLWByXo8YsFRrfSxwHHCOUuoU4IfA7VrrQ4EW4NLMNXHMfRPY3OvnyXwtAD6ktT6u1/6jyfh3AkhAShut9ZNAc5+bPwHc2/39vcB5Y9mmTNFa12utX+7+vgP3zaeCSXg9tKuz+0dv9z8NLAX+2H37pLgWAEqpGcBHgF92/6yYpNfiACbd30kPCUija6rWur77+93A1Ew2JhOUUnOAhcDzTNLr0T1EtQnYA/wT2AK0aq0T3Q/ZiRuwJ4OfAN8DnO6fS5i81wLcDyePKKVeUkp9pfu2Sfl3AuDJdAMmC621VkpNqjX2Sqk84E/At7TW7e6HYddkuh5aaxs4TilVBPwZODyzLcoMpdRHgT1a65eUUmdkuDnZYrHWuk4pNQX4p1Lq7d53Tqa/E5Ae0mhrUEqVA3R/3ZPh9owZpZQXNxj9Vmv9QPfNk/Z6AGitW4HHgVOBIqVUzwfCGUBdpto1hj4AfFwptRX4Pe5Q3R1MzmsBgNa6rvvrHtwPKycxif9OJCCNrr8AF3d/fzHwYAbbMma65wXuAjZrrX/c665Jdz2UUmXdPSOUUjnAWbhzao8Dn+5+2KS4FlrrVVrrGVrrOcCFwDqt9b8xCa8FgFIqVymV3/M9cDbwBpPw76SHZGpIE6XUfcAZuOnjG4Brgf8D/gDMwi2f8a9a674LHyYcpdRi4CngdfbNFVyBO480qa6HUuoY3IlpE/cD4B+01jcopQ7B7SWEgFeAi7TWscy1dGx1D9l9V2v90cl6Lbpf95+7f/QAv9Na36SUKmGS/Z30kIAkhBAiK8iQnRBCiKwgAUkIIURWkIAkhBAiK0hAEkIIkRUkIAkhhMgKEpCEEEJkBQlIYkJRShUppb52kMfMUUp9dhDHmtO7nEg/939BKbV2gPs29D2GUuqMnpILQoj9SUASE00RcMCABMwBDhqQRkJrfdpoHl+IiUgCkphobgHmdhc8W9P9743uImgX9HrM6d2PWdHdi3lKKfVy97+hBJOZSqknuoupXdtzo1Kq80BPEkLsT7J9i4nmcuAorfVxSqlPAf8OHIub0ulFpdST3Y/5rtb6owBKqSBwltY6qpSaB9wHLOr/8Ps5CTgKCHcf/+9a643pfUlCTA4SkMREthi4r7v8Q4NSaj1wItDe53FeYK1S6jjABuYP4Rz/1Fo3ASilHug+pwQkIYZBApIQsAI3Ie6xuMPY0SE8t28ySEkOKcQwyRySmGg6gPzu758CLuiu2FoGfBB4oc9jAAqBeq21A3wONzP3YJ2llAp1l5Y4D3hmhO0XYtKSHpKYULTWTUqpZ7qXWlcDrwGv4vZcvqe13q2UagJspdSrwD3Az4A/KaU+DzwEdA3hlC/gFiKcAfxG5o+EGD4pPyGEECIryJCdEEKIrCBDdkIchFLqw8AP+9xcq7X+ZCbaI8REJUN2QgghsoIM2QkhhMgKEpCEEEJkBQlIQgghsoIEJCGEEFnh/wP1xkmu/F1wIgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 412x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Today, we see how tip varies with on total_bill using a regression plot.\n",
    "# Notice how behaviour changes for somker and non-smoker.\n",
    "# Also, we play around with different styling elements.\n",
    "# Check this out 👇 \n",
    "g = sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips_df,\n",
    "               palette=dict(Yes=\"m\", No=\"g\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### ❇️ Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Today, we see how total_bill varies across diffrent days in case of men and women.\n",
    "# Note: the bar in middle of each box represents median and box extends one standard \n",
    "# deviation on either side of it.\n",
    "# Check this out 👇 \n",
    "sns.boxplot(x='day', y='total_bill', data=tips_df, hue='sex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### ❇️ Joint scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>island</th>\n",
       "      <th>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  species     island  bill_length_mm  bill_depth_mm  flipper_length_mm  \\\n",
       "0  Adelie  Torgersen            39.1           18.7              181.0   \n",
       "1  Adelie  Torgersen            39.5           17.4              186.0   \n",
       "\n",
       "   body_mass_g     sex  \n",
       "0       3750.0    Male  \n",
       "1       3800.0  Female  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# seaborn provides some builtin datasets. We will use 🐧 penguins dataset today\n",
    "# to explore more try this 👉 print(sns.get_dataset_names())\n",
    "penguins = sns.load_dataset('penguins')\n",
    "penguins.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fbf880dc9a0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's say we want a joint scatter plot of penguin's flipper_length and body_mass\n",
    "# ideally there must be a direct correlation between the two, check out the plot 👇\n",
    "sns.jointplot(x='body_mass_g', y='flipper_length_mm', data=penguins, kind='scatter', hue='sex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Pair Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fbf8824af10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792.125x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot pairwise relationships in a dataset.\n",
    "sns.pairplot(penguins, hue='sex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Joint Plot: Hexagonal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fbf88cdee20>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's say we want a joint plot of penguin's flipper_length and body_mass\n",
    "# ideally there must be a direct correlation between the two, check out the plot 👇\n",
    "sns.jointplot(x='body_mass_g', y='flipper_length_mm', data=penguins, kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Joint plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fbf88377dc0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's say we want a joint plot of penguin's flipper_length and body_mass\n",
    "# ideally there must be a direct correlation between the two, check out the plot 👇\n",
    "sns.jointplot(x='body_mass_g', y='flipper_length_mm', data=penguins, kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# In the next tutorial we will see Hexagon Distribution\n",
    "# Find link to jupyter notebook 📒 in next tweet.\n",
    "# Stay tuned!! Cheers!! 🍻 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Distribution plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fbf89dab0d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ENlbVUcDGfl6SlqTBAriqvgT8/Q7Nq4H1/fR64KSh9i9Jk27cfcArqurOfvouYMVcKyZZm2Q6yfTMzMx4qpOkMWr2R7iqKqDmWb6uqqaqamr58uVjrEySxmPcAXx3kkMA+vctY96/JE2McQfwRcCafnoNcOGY9y9JE2PIy9A+DnwZeEqSTUlOA84CXpLkZuDF/bwkLUmDPZa+ql4zx6IThtqnJC0m3gknSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwJLUyF4dwCtXHU6SsbwkaVcN9lTkSXDHpts55ZzLx7KvDacfN5b9SNp77NVnwJI0yQxgSWrEAJakRgxgSWrEAJakRgxgSWqkSQAnOTHJTUluSXJmixokqbWxB3CSfYH/ArwMeBrwmiRPG3cdktRaizPgY4FbqurWqnoAOB9Y3aAOSWoqVTXeHSavAk6sqt/o518H/LOqessO660F1vazTwFuGln8JOC7Yyh3CNbehrW3Ye2d71bViTs2TuytyFW1Dlg327Ik01U1NeaS9ghrb8Pa27D2+bXogtgMrBqZP6xvk6QlpUUAfw04KsmRSfYDTgUualCHJDU19i6Iqtqa5C3A54B9gQ9X1XW7+DGzdk0sEtbehrW3Ye3zGPsf4SRJHe+Ek6RGDGBJamQiAzjJh5NsSXLtSNuGJFf3r28nuXpk2bv625pvSvLPmxS9vZbZaj86yVf62qeTHNu3J8l/6mv/ZpJnt6t8ztqfmeTLSa5J8tkkTxxZNhHHPcmqJJcmuT7JdUne1rcflOSSJDf37wf27RNz3Oep/dX9/MNJpnbYZtKP+58kubE/tp9JcsAiqv0P+7qvTvL5JIf27cN8zVTVxL2AFwLPBq6dY/l/BN7TTz8N+AbwaOBI4FvAvpNUO/B54GX99MuBy0am/zcQ4LnAFZN23OmuWvmlfvqNwB9O2nEHDgGe3U8/Afjbvr4/Bs7s288E3j9px32e2p9KdwPSZcDUyPqL4bi/FFjWt79/5LgvhtqfOLLOW4Gzh/yamcgz4Kr6EvD3sy1L9wTMk4GP902rgfOr6v6q+jvgFrrbnZuYo/YCtp05/hRwRz+9Gvhodb4CHJDkkPFU+o/NUfs/Bb7UT18C/Kt+emKOe1XdWVVf76fvBW4AVvY1ru9XWw+c1E9PzHGfq/aquqGqbpplk4k/7lX1+ara2q/2Fbpr/WFx1P7DkdX2p/vehYG+ZiYygHfiF4G7q+rmfn4lcPvI8k192yQ5A/iTJLcDHwDe1bcvhtqvY/tYHa9m+000E1l7kiOAZwFXACuq6s5+0V3Ain56MdQ+l8VW+xvpzhxhkdSe5I/679XXAu/pVxuk9sUYwK9h+9nvYvFvgLdX1Srg7cC5jevZFW8E3pzkSrpf1R5oXM+ckjwe+DRwxg5nMlT3e+TEXnM5X+2Tbq7ak7wb2Aqc16q2nZmt9qp6d/+9eh7wlvm2f6QWVQAnWQb8KrBhpHkx3Nq8Brign/4k23/tmvjaq+rGqnppVR1D94PvW/2iiao9yaPovpHOq6ptx/rubb8m9u9b+vbFUPtcFkXtSd4AvAJ4bf/DDxZJ7SPOY3uX2yC1L6oABl4M3FhVm0baLgJOTfLoJEcCRwFfbVLd3O4AfqmfPh7Y1n1yEfD6/i+szwV+MPIr80RI8tP9+z7A7wNn94sm5rj3fxc4F7ihqv50ZNFFdD/86N8vHGmfiOM+T+1zmfjjnuRE4HeBV1bVj0c2WQy1HzWy2mrgxn56mK+ZFn+B3NmL7kzrTuBBur6W0/r2jwBvmmX9d9Odmd1Ef7XBJNUOvAC4ku4vwFcAx/Trhm5w+m8B1zDy1+4Jqv1tdH8h/lvgLPq7JyfpuPfHt4BvAlf3r5cDBwMb6X7gfQE4aNKO+zy1/0r/f3A/cDfwuUV03G+h6y/d1nb2Iqr908C1fftn6f4wN9jXjLciS1Iji60LQpL2GgawJDViAEtSIwawJDViAEtSIwawJDViAGuPSvLWJDck2Zzkz/u2NyV5faN6vp3kSXv4M49I8msj82/Y9m+VdsXEPpZei9ab6e5YfDEwBVBVZ8+7xSPU39WUqnp4yP2MOAL4NeBjY9qf9lKeAWuPSXI28LN0o18dONL+3iS/009fluRD/YDX12b74PTvTfLf0w3+fnOS3xzZ/p1JvtYPhP0HfdsR/aDeH6W7c2n0Pv256vv1JF/t931Okn379vv6EbC+kW7g/BV9+z/p569J8r4k9/UfdRbwi/3nvL1vOzTJxX3tf7yTOu5LN2j5dUm+kOTY/rjcmuSV/TpvSPI/0w0k/+0kb0nyjiRX9TUdtPP/EU06A1h7TFW9iW7cixcB359n1cdV1dF0Z8sfHmn/BbqxMp4HvCfJoUleSjdmwLHA0cAxSV7Yr38U8F+r6uer6rb5akvyVOAU4Pn9vh+iG24QunFfv1JVz6Qb+3hb+H8I+FBVPYPutuBtzgT+T1UdXVUf7NuO7j//GcApSeb7gbA/8MWq+nngXuB9wEvobj/+9yPrPZ1u8KnnAH8E/LiqngV8GWjSpaM9yy4ItfBx6AaAT/LEbH9kzYVV9RPgJ0kupQvdF9A9YeGqfp3H0wXvd4DbqhsceyFOAI4Bvtb1WPBYto+O9gDwV/30lXRhCN0PgpP66Y/RjeU8l41V9QOAJNcDP8M/HD921APAxf30NcD9VfVgkmvouje2ubS6wcLvTfIDurEJtm3zC/PUokXCAFYLOw5AUvO0B/gPVXXO6IJ0g2j/aBf2GWB9Vb1rlmUP1vZBUR5i974v7h+Z3tlnjO7v4W3bVtXD6YZcne0zHx6Zf3g3a9SEsQtCLZwCkOQFdMP6/aBvX53kMUkOBn6Z7nl0nwPemG7gbJKs3DZE5i7aCLxqZHjNg5L8zE62+Qrbx4M9daT9XrrB6aVHxJ+iauH/JbkKeBTdEze2+SZwKfAkuod/3gHc0ffffrnvOrgP+HW6s8wFq6rrk/w+8Pl+bOMHgd8C5us7PgP4H+me7HAxsO0HxTeBh5J8g26I1Pn6u6U5ORylxirJZcDvVNX0Du3vBe6rqvn6WccqyeOAn1RVJTkVeE1Vrd7ZdtJCeQYsze0Y4M/764zv4R+erUuPmGfA2iskuQJ49A7Nr6uqa1rUA5NZkyaLASxJjXgVhCQ1YgBLUiMGsCQ1YgBLUiP/H5jOqUIN2lMiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's say we are interested distribution of body mass of penguins\n",
    "# you can play around with kind, its can take values such as kde(continous distribution)\n",
    "sns.displot(penguins['flipper_length_mm'], kind=\"hist\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_mld",
   "language": "python",
   "name": "env_mld"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
